Image Classification on Colored MNIST 5.0% bias-conflict ratio
91.72BC ScoreBiasEdit
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| BiasEdit2026.05 | 91.72 | 96.98 | 94.35 | 92.36 | 97.2 | |
| SelecMix2026.05 | 89.46 | 94 | 91.73 | 90.16 | 90.65 | |
| LfF2026.05 | 86.89 | 96.22 | 91.55 | 88.47 | 93.2 | |
| DFA2026.05 | 85.71 | 96.56 | 91.14 | 87.25 | 94.85 | |
| DeNetDM2026.05 | 80.72 | 99.7 | 90.21 | 82.64 | 99.76 | |
| BiasAdv2026.05 | 78.31 | 99.47 | 88.89 | 78.99 | 99.53 | |
| Vanilla2026.05 | 76.79 | 99.38 | 88.09 | 77.33 | 99.4 | |
| LfF+BE2026.05 | 75.18 | 86.58 | 80.88 | 87.97 | 84.19 | |
| SoftCon2026.05 | 68.66 | 98.87 | 83.77 | 70.83 | 98.54 |